A Hybrid Approach for Multiple-robot SLAM with Particle Filtering

被引:0
|
作者
Saeedi, Sajad [1 ]
Trentini, Michael [2 ]
Li, Howard [1 ]
机构
[1] Univ New Brunswick, COBRA Grp, Fredericton, NB, Canada
[2] Def Res & Dev Canada Suffield, Suffield, AB, Canada
关键词
MULTIROBOT SLAM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a hybrid algorithm for multiple-robot SLAM is proposed that combines the advantages of particle filtering and map merging. The proposed algorithm does not rely on rendezvous and calculates the unknown relative poses from the local maps of the robots. As another contribution, the uncertainty of the relative poses is taken into account by propagating the uncertainty to the past and future information using a novel algorithm. Moreover, once the relative poses are known, the integration of the information from all robots is performed using a novel batch-mode algorithm, which is a fast and efficient approach to deal with the time complexity problem. The experimental results show the effectiveness of the proposed algorithms.
引用
收藏
页码:3421 / 3426
页数:6
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